Ship-Iceberg Detection & Classification in Sentinel-1 SAR Images
The European Space Agency Sentinel-1 satellites provide good resolution all weather SAR images. We describe algorithms for detection and classification of ships, icebergs and other objects at sea. Sidelobes from strongly reflecting objects as large ships are suppressed for better determination of sh...
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2019
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ftdtupubl:oai:pure.atira.dk:publications/ce614eaf-3fa9-4610-9d4c-55cb7da821b2 2023-05-15T15:02:33+02:00 Ship-Iceberg Detection & Classification in Sentinel-1 SAR Images Heiselberg, H. 2019 application/pdf https://orbit.dtu.dk/en/publications/ce614eaf-3fa9-4610-9d4c-55cb7da821b2 https://backend.orbit.dtu.dk/ws/files/185174643/SARNAV.pdf eng eng info:eu-repo/semantics/openAccess Heiselberg , H 2019 , ' Ship-Iceberg Detection & Classification in Sentinel-1 SAR Images ' , Paper presented at 13th International Conference on Marine Navigation and Safety of Sea Transportation , Gdynia , Poland , 12/06/2019 - 14/06/2019 . Sentinel-1 SAR Ship detection Ship lengths Icebergs conferenceObject 2019 ftdtupubl 2022-08-14T08:35:00Z The European Space Agency Sentinel-1 satellites provide good resolution all weather SAR images. We describe algorithms for detection and classification of ships, icebergs and other objects at sea. Sidelobes from strongly reflecting objects as large ships are suppressed for better determination of ship parameters. The resulting improved ship lengths and breadths are larger than the ground truth values known from Automatic Identification System (AIS) data due to the limited resolution in the processing of the SAR images as compared to previous analyses of Sentinel-2 optical images. The limited resolution in SAR imagery degrades spatial classification algorithms but it is found that the backscatter horizontal and vertical polarizations can be exploited to distinguish icebergs in the Arctic from large ships but not small boats or wakes. Conference Object Arctic Iceberg* Technical University of Denmark: DTU Orbit Arctic |
institution |
Open Polar |
collection |
Technical University of Denmark: DTU Orbit |
op_collection_id |
ftdtupubl |
language |
English |
topic |
Sentinel-1 SAR Ship detection Ship lengths Icebergs |
spellingShingle |
Sentinel-1 SAR Ship detection Ship lengths Icebergs Heiselberg, H. Ship-Iceberg Detection & Classification in Sentinel-1 SAR Images |
topic_facet |
Sentinel-1 SAR Ship detection Ship lengths Icebergs |
description |
The European Space Agency Sentinel-1 satellites provide good resolution all weather SAR images. We describe algorithms for detection and classification of ships, icebergs and other objects at sea. Sidelobes from strongly reflecting objects as large ships are suppressed for better determination of ship parameters. The resulting improved ship lengths and breadths are larger than the ground truth values known from Automatic Identification System (AIS) data due to the limited resolution in the processing of the SAR images as compared to previous analyses of Sentinel-2 optical images. The limited resolution in SAR imagery degrades spatial classification algorithms but it is found that the backscatter horizontal and vertical polarizations can be exploited to distinguish icebergs in the Arctic from large ships but not small boats or wakes. |
format |
Conference Object |
author |
Heiselberg, H. |
author_facet |
Heiselberg, H. |
author_sort |
Heiselberg, H. |
title |
Ship-Iceberg Detection & Classification in Sentinel-1 SAR Images |
title_short |
Ship-Iceberg Detection & Classification in Sentinel-1 SAR Images |
title_full |
Ship-Iceberg Detection & Classification in Sentinel-1 SAR Images |
title_fullStr |
Ship-Iceberg Detection & Classification in Sentinel-1 SAR Images |
title_full_unstemmed |
Ship-Iceberg Detection & Classification in Sentinel-1 SAR Images |
title_sort |
ship-iceberg detection & classification in sentinel-1 sar images |
publishDate |
2019 |
url |
https://orbit.dtu.dk/en/publications/ce614eaf-3fa9-4610-9d4c-55cb7da821b2 https://backend.orbit.dtu.dk/ws/files/185174643/SARNAV.pdf |
geographic |
Arctic |
geographic_facet |
Arctic |
genre |
Arctic Iceberg* |
genre_facet |
Arctic Iceberg* |
op_source |
Heiselberg , H 2019 , ' Ship-Iceberg Detection & Classification in Sentinel-1 SAR Images ' , Paper presented at 13th International Conference on Marine Navigation and Safety of Sea Transportation , Gdynia , Poland , 12/06/2019 - 14/06/2019 . |
op_rights |
info:eu-repo/semantics/openAccess |
_version_ |
1766334488611127296 |